Give every user a tailored AI system for career decisions, not a generic workflow.
TenXRole combines user context, adaptive scoring, per-stage model routing, public proof, and application execution into one system that sharpens how each person should decide.
Current System
Live personalized modules
User-aware
Context-driven routing
6 stages
Clean, parse, evaluate, plan, rewrite, write
Adaptive
Feedback, thresholds, and decision calibration
Backed up
Versioned restore points
What the system personalizes now
The dashboard now behaves like a connected decision system instead of a simple profile editor or generic application tracker.
Personal AI Context
Profile, preferences, work history, outcomes, and decision feedback combine into one context layer the system can reason over.
Personalized Opportunity Radar
Scan structured job sources, score them against your context, and keep discovery separate from execution.
Tailored Decision Engine
Convert only the right leads into applications, then adapt fit, actionability, and recommendation thresholds to your own system.
Stage-Based Model Routing
Run crawl, clean, parse, evaluate, plan, rewrite, and letter stages through configurable per-stage models and optional deliberation.
Decision Feedback Loop
Aggregate repeated gaps, blockers, promotions, and outcomes so the system refines where effort is justified next.
Versioned Backups
Create server-side restore points with profile data, attachments, and metadata before major changes.
Deterministic Guardrails
Keep location, visa, salary, and evidence-sensitive scoring explainable instead of leaving every decision to an LLM.